Sad Tux - Windows bias detected
This page contains Windows bias

About This Page

This page is part of the Azure documentation. It contains code examples and configuration instructions for working with Azure services.

Bias Analysis

Detected Bias Types
powershell_heavy
windows_first
missing_linux_example
windows_tools
Summary
The documentation page exhibits a Windows bias by providing Azure PowerShell commands as the primary method for Azure-side configuration and validation, referencing the Azure portal (which is most commonly used on Windows), and omitting equivalent Azure CLI (cross-platform) or Linux-native examples. All device-side configuration examples are for Cisco IOS-XE (which is OS-neutral), but all Azure-side scripting and verification is shown only with PowerShell, with no Bash, Azure CLI, or Linux-native alternatives. There are no examples or guidance for Linux-based VPN devices or for using Linux tools to validate or troubleshoot the VPN connection.
Recommendations
  • Add Azure CLI (az) command examples alongside or in place of PowerShell for all Azure-side configuration and validation steps.
  • Include instructions for finding public IP addresses and verifying tunnel status using Azure CLI and Bash scripts.
  • Provide configuration and troubleshooting examples for a Linux-based VPN device (e.g., strongSwan, libreswan, or OpenVPN) in addition to Cisco IOS-XE.
  • Reference Linux tools (e.g., ipsec status, tcpdump, iproute2) for tunnel validation and troubleshooting.
  • Ensure that all code snippets and workflow steps are presented in a cross-platform manner, or at least offer parity between Windows and Linux approaches.
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Scan History

Date Scan Status Result
2026-01-14 00:00 #250 in_progress Biased Biased
2026-01-13 00:00 #246 completed Biased Biased
2026-01-11 00:00 #240 completed Biased Biased
2026-01-10 00:00 #237 completed Biased Biased
2026-01-09 00:34 #234 completed Biased Biased
2026-01-08 00:53 #231 completed Biased Biased
2026-01-06 18:15 #225 cancelled Clean Clean
2025-08-17 00:01 #83 cancelled Clean Clean
2025-07-13 21:37 #48 completed Biased Biased
2025-07-09 13:09 #3 cancelled Clean Clean
2025-07-08 04:23 #2 cancelled Biased Biased

Flagged Code Snippets